new_cifar_torch.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"new_cifar_torch.ipynb","provenance":[{"file_id":"1tMkWqvzu2PwWg8iKFYnO8_EIXXRN_uV8","timestamp":1585473734385}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU","widgets":{"application/vnd.jupyter.widget-state+json":{"1d8541a5f9ab48c8bade25000359a59e":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_38e6a172da3c4d51b9b3a56a844a7b67","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_f308b19612de4cd48df37dc5f45630e5","IPY_MODEL_e8ddf47953264bb3a856a53c59cf6d97"]}},"38e6a172da3c4d51b9b3a56a844a7b67":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"f308b19612de4cd48df37dc5f45630e5":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_7ac58fbc88a84b87abe7c780872e00d6","_dom_classes":[],"description":"","_model_name":"IntProgressModel","bar_style":"info","max":1,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":1,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_13b1248897004a598be7463b0212db8a"}},"e8ddf47953264bb3a856a53c59cf6d97":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_2e72756460754dfe949d5bd07b90d6bb","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 170500096/? [00:30&lt;00:00, 33422573.36it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_1b47f6d45e73449db6dd083f84233bd3"}},"7ac58fbc88a84b87abe7c780872e00d6":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"13b1248897004a598be7463b0212db8a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"2e72756460754dfe949d5bd07b90d6bb":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"1b47f6d45e73449db6dd083f84233bd3":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"d436e5c28e6549cfa446128fefabd29b":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_e1bffaf372ae42cab3bdb4d57a427eeb","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_2f328afd8938488b9771959940e64bdf","IPY_MODEL_2be6ce0d9d88422caea71b8b0317de8d"]}},"e1bffaf372ae42cab3bdb4d57a427eeb":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"2f328afd8938488b9771959940e64bdf":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_de42e014a4ef4825a2c3af033543d540","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_1a46fde51bc84c768f3564e673397156"}},"2be6ce0d9d88422caea71b8b0317de8d":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_e72f58203cb34e96862b6544f5725168","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [23:26&lt;00:00,  7.11it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_fbc8912f9fa440ca9b9184050725497c"}},"de42e014a4ef4825a2c3af033543d540":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"1a46fde51bc84c768f3564e673397156":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"e72f58203cb34e96862b6544f5725168":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"fbc8912f9fa440ca9b9184050725497c":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"556e443ba28b40a885ab1d0709a7b707":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_486f1c72b25d4b609cb61c3afc5b08f9","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_22d78eedc0bb4b52967a1ebe79a37b94","IPY_MODEL_fdbf557d5dae4cd4b807001b516f4952"]}},"486f1c72b25d4b609cb61c3afc5b08f9":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"22d78eedc0bb4b52967a1ebe79a37b94":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_98b8bd0bd3ac4682a1ac7cea7f148760","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_b6be141a0a22433db1a6dac8ed64f1f2"}},"fdbf557d5dae4cd4b807001b516f4952":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_8da60adeaa614d19be2b63b23412b7d9","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [02:20&lt;00:00, 71.32it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_6d39f9f3afcf4448adbae9af911fcd72"}},"98b8bd0bd3ac4682a1ac7cea7f148760":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"b6be141a0a22433db1a6dac8ed64f1f2":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"8da60adeaa614d19be2b63b23412b7d9":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"6d39f9f3afcf4448adbae9af911fcd72":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"a745b9123eef4e37ab1b81cc75a44c06":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_4513b3a338874812a437422cb9109b0b","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_3e3bf9df628746378a69736b1d3e62da","IPY_MODEL_c3c2d2bdc0eb46419194033eb3175224"]}},"4513b3a338874812a437422cb9109b0b":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"3e3bf9df628746378a69736b1d3e62da":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_20a51e3bfccc42ef8c1e5e3c77af740c","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_9d538525e1854205b5a82fa5379ef73e"}},"c3c2d2bdc0eb46419194033eb3175224":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_5a79337369eb4b53a815449ccba83cce","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [18:40&lt;00:00,  8.93it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_606df13d3dbd43559537ea7a450b42af"}},"20a51e3bfccc42ef8c1e5e3c77af740c":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"9d538525e1854205b5a82fa5379ef73e":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"5a79337369eb4b53a815449ccba83cce":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"606df13d3dbd43559537ea7a450b42af":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"00a5b42da1b94c3f938583d0d7d242ef":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_9c889efe7b064e00980e647b6fbd08b6","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_86eb8129cac540a3b0c8889de7834e37","IPY_MODEL_1d4843ebf7dd429fb23967a53e741ec3"]}},"9c889efe7b064e00980e647b6fbd08b6":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"86eb8129cac540a3b0c8889de7834e37":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_67fcc272e4e7450fa252d33de1255962","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_8411ce4c8ca647c09193ac5145ab9b71"}},"1d4843ebf7dd429fb23967a53e741ec3":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_6f1e58d7814d4bf794511233d10c4f16","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [07:05&lt;00:00, 23.49it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_c2df9987d2ec4eaa88e940e96146d6fe"}},"67fcc272e4e7450fa252d33de1255962":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"8411ce4c8ca647c09193ac5145ab9b71":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"6f1e58d7814d4bf794511233d10c4f16":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"c2df9987d2ec4eaa88e940e96146d6fe":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"b2555667077646a983e11454aee74ccb":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_1d96b33865da43229c492098dc2aed28","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_bd6361a12b824a86abff9543428fe3f8","IPY_MODEL_d0a9c4a317db4e7c8b9ea3ce077076dc"]}},"1d96b33865da43229c492098dc2aed28":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"bd6361a12b824a86abff9543428fe3f8":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_374e4b357eff4d02b711dcdb5d523326","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_4b153d8ff5c14f4cb5d6785bbf89cee2"}},"d0a9c4a317db4e7c8b9ea3ce077076dc":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_b75db79a4b704210b7fa9b137a239371","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [04:42&lt;00:00, 35.34it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_ccb03b4381c24a2089409e63a29add84"}},"374e4b357eff4d02b711dcdb5d523326":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"4b153d8ff5c14f4cb5d6785bbf89cee2":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"b75db79a4b704210b7fa9b137a239371":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"ccb03b4381c24a2089409e63a29add84":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"aa6ab0c80ec64f90894f4190c7684b05":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_e08129a049b941b8a6acc2081c12dfbe","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_8d55fedf27b04be08057b1258e29b88a","IPY_MODEL_dfa79532728446e1abde5d43512196ea"]}},"e08129a049b941b8a6acc2081c12dfbe":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"8d55fedf27b04be08057b1258e29b88a":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_284a8be5d31c4c0d97cda15bfb5f624e","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_80b8c4fa1af34e409cd357ef40d779bd"}},"dfa79532728446e1abde5d43512196ea":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_7668b00e2b8b49cf8963cab3076dffee","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [02:21&lt;00:00, 70.76it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_3848760f5eee464c8eaaf47c30f71330"}},"284a8be5d31c4c0d97cda15bfb5f624e":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"80b8c4fa1af34e409cd357ef40d779bd":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"7668b00e2b8b49cf8963cab3076dffee":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"3848760f5eee464c8eaaf47c30f71330":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"3b9ed2667fa745ef9b21df8bde539395":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_695f2c291dbc4062b29cdc6a23d00af0","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_1f02e5ad097e4648aa6f80853b59e425","IPY_MODEL_a303d6edeac34d0cae2e54741a60b475"]}},"695f2c291dbc4062b29cdc6a23d00af0":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"1f02e5ad097e4648aa6f80853b59e425":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_5e6620497e1f48859b8ff6d13b59b22e","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_d89a00b2c56b456a9c7c023cd8d48271"}},"a303d6edeac34d0cae2e54741a60b475":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_19c7bc4c38e8463cbc3ef5abd7aea939","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [09:12&lt;00:00, 18.09it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_e46044152e694421a9a56778d6b51f21"}},"5e6620497e1f48859b8ff6d13b59b22e":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"d89a00b2c56b456a9c7c023cd8d48271":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"19c7bc4c38e8463cbc3ef5abd7aea939":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"e46044152e694421a9a56778d6b51f21":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"3e9626d2835f4059b177f8d2d7ca06ff":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_3d4cc2d285164ba09ad085dd66592c13","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_ea64db964c5b4b15b52c3a6a82569912","IPY_MODEL_b9ebd4344c3043efb66276282d804dab"]}},"3d4cc2d285164ba09ad085dd66592c13":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"ea64db964c5b4b15b52c3a6a82569912":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_1ba7f3b6bca645089fb24f75eae30e65","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_6e42b5b50f964d12bfe5052ac318698b"}},"b9ebd4344c3043efb66276282d804dab":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_9eea164982d147c899e6e9555ffec54c","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [06:54&lt;00:00, 24.13it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_eb25a58517cc4b20bb04049a70e96287"}},"1ba7f3b6bca645089fb24f75eae30e65":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"6e42b5b50f964d12bfe5052ac318698b":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"9eea164982d147c899e6e9555ffec54c":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"eb25a58517cc4b20bb04049a70e96287":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"70912eecf14b43248311fd5610d9e95d":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_077dc9e87db14fb69cdb8e22566d178a","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_3d3d690ef1954257befd85cd4943ab16","IPY_MODEL_576526e6c7b44cd79a39675e02da60f4"]}},"077dc9e87db14fb69cdb8e22566d178a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"3d3d690ef1954257befd85cd4943ab16":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_bf9d21bb5dcc497ba436399828723b1d","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_4f5bc6d6a5e944a88b6e6c9365d5114e"}},"576526e6c7b44cd79a39675e02da60f4":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_defd7989955f42bfbfef4c266b768515","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [04:36&lt;00:00, 36.21it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_382cad37c9ff4e728001c8ef8515fceb"}},"bf9d21bb5dcc497ba436399828723b1d":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"4f5bc6d6a5e944a88b6e6c9365d5114e":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"defd7989955f42bfbfef4c266b768515":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"382cad37c9ff4e728001c8ef8515fceb":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"13da691f5c804361a69fb71e871d6019":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_421f083d3d19456b8057d9a414721e8e","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_420cd3e8e86644249676da972fabb064","IPY_MODEL_6034251ca2954d258157743d3b99f31f"]}},"421f083d3d19456b8057d9a414721e8e":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"420cd3e8e86644249676da972fabb064":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_cb0a06770d91479dbe4a230c6682ef0a","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_63698fb0091947df9ff4389d28a81658"}},"6034251ca2954d258157743d3b99f31f":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_73bcffca3e3a413abaf18948a4a9af6b","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [02:18&lt;00:00, 72.04it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_c6b537d34b864c7a96a8c0f54805077a"}},"cb0a06770d91479dbe4a230c6682ef0a":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"63698fb0091947df9ff4389d28a81658":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"73bcffca3e3a413abaf18948a4a9af6b":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"c6b537d34b864c7a96a8c0f54805077a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"e6d73fb2553244c4beb0212d442a1423":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_c3e8b0ede676465bbc19e3ba29b644e3","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_e360abf952a74db99556916b8ee16a45","IPY_MODEL_e02b130871af4ba2892cd98107297758"]}},"c3e8b0ede676465bbc19e3ba29b644e3":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"e360abf952a74db99556916b8ee16a45":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_1a648899d3104838b208702d40268032","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_ec53fa598bb148afa9bd556fc55d0d8e"}},"e02b130871af4ba2892cd98107297758":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_81ca37568e3d43ec8296aec104e9f3cb","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [01:50&lt;00:00, 90.24it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_4a0d8aa4de4247d1a9357489bd7283c4"}},"1a648899d3104838b208702d40268032":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"ec53fa598bb148afa9bd556fc55d0d8e":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"81ca37568e3d43ec8296aec104e9f3cb":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"4a0d8aa4de4247d1a9357489bd7283c4":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"0bbc6aeb8005416eba8882d0b5a5b8ef":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_9e0d4fa7df8840aa8ef0a7a940be63e7","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_f5c0dee8bed44641827bf1aede990fa7","IPY_MODEL_676018501ead4c4a9c16c8f4e2b4308e"]}},"9e0d4fa7df8840aa8ef0a7a940be63e7":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"f5c0dee8bed44641827bf1aede990fa7":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_3001338f1c7144c1a75302c887ebd744","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_fdaa447058754dbca7b5de8c33d39472"}},"676018501ead4c4a9c16c8f4e2b4308e":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_5378dfcc1b3f42c18fbc75c3ff5318da","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [07:14&lt;00:00, 22.99it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_03dec781d0ea45be9d5347d4dc91f13c"}},"3001338f1c7144c1a75302c887ebd744":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"fdaa447058754dbca7b5de8c33d39472":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"5378dfcc1b3f42c18fbc75c3ff5318da":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"03dec781d0ea45be9d5347d4dc91f13c":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"408140c80d4541149be5f6f1d9b85cc9":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_2cb439804b9847f7a376af04625e28c6","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_cee4e819284a438fa4aaff744088f6a7","IPY_MODEL_9d236ac1a7ba4745a880346841c4668f"]}},"2cb439804b9847f7a376af04625e28c6":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"cee4e819284a438fa4aaff744088f6a7":{"model_module":"@jupyter-widgets/controls","model_name":"IntProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_44a8643725114cc2a9a4ff692decd964","_dom_classes":[],"description":"100%","_model_name":"IntProgressModel","bar_style":"success","max":10000,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":10000,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_68972de55c4a4b24a0872526bdf0c5bb"}},"9d236ac1a7ba4745a880346841c4668f":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_367c8025aa8d45ba889abf3bbfdf8270","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 10000/10000 [04:53&lt;00:00, 34.07it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_ea0cfe0e8e8346a4affe736ae044aed0"}},"44a8643725114cc2a9a4ff692decd964":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"68972de55c4a4b24a0872526bdf0c5bb":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"367c8025aa8d45ba889abf3bbfdf8270":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"ea0cfe0e8e8346a4affe736ae044aed0":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}}}}},"cells":[{"cell_type":"code","metadata":{"id":"1qGgjVYldYpP","colab_type":"code","colab":{}},"source":["import torch\n","import torchvision\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import torch.optim as optim\n","import torch.nn as nn\n","import torch.nn.functional as F\n","import torchvision.transforms as transforms\n","import tqdm"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"XtK36j-bdtNt","colab_type":"code","outputId":"818cbda2-417c-4575-8f7d-cc34875b745e","executionInfo":{"status":"ok","timestamp":1585635494427,"user_tz":-330,"elapsed":21523,"user":{"displayName":"Som Tambe","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgGVRX7qRCkam3POBnbkOAI1GopZD8jC8b6UOSJbQ=s64","userId":"00624620835022174704"}},"colab":{"base_uri":"https://localhost:8080/","height":100,"referenced_widgets":["1d8541a5f9ab48c8bade25000359a59e","38e6a172da3c4d51b9b3a56a844a7b67","f308b19612de4cd48df37dc5f45630e5","e8ddf47953264bb3a856a53c59cf6d97","7ac58fbc88a84b87abe7c780872e00d6","13b1248897004a598be7463b0212db8a","2e72756460754dfe949d5bd07b90d6bb","1b47f6d45e73449db6dd083f84233bd3"]}},"source":["# transform=transforms.Compose([transforms.RandomHorizontalFlip(p=0.5),\n","#                               transforms.RandomVerticalFlip(p=0.5),\n","#                               transforms.ToTensor(),\n","#                                transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))])\n","transform=transforms.Compose([transforms.ToTensor(),\n","                               transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))])\n","trainset=torchvision.datasets.CIFAR10(root='./data', train=True,\n","                                    download=True, transform=transform)\n","trainloader=torch.utils.data.DataLoader(trainset, batch_size=5,\n","                                          shuffle=True, num_workers=0)\n","\n","testset = torchvision.datasets.CIFAR10(root='./data', train=False,\n","                                       download=True, transform=transform)\n","testloader = torch.utils.data.DataLoader(testset, batch_size=1,\n","                                         shuffle=False, num_workers=0)\n","\n","classes=('plane','car','bird','cat','deer','dog','frog','horse','ship','truck')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1d8541a5f9ab48c8bade25000359a59e","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Extracting ./data/cifar-10-python.tar.gz to ./data\n","Files already downloaded and verified\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"p0s88aW8dxYx","colab_type":"code","colab":{}},"source":["class Net(nn.Module):\n","    def __init__(self):\n","        super(Net, self).__init__()\n","        self.conv1 = nn.Conv2d(3, 32, (3,3))\n","        self.batch1=nn.BatchNorm2d(32)\n","        self.conv2 = nn.Conv2d(32, 32, (3,3))\n","        self.batch2=nn.BatchNorm2d(32)\n","        self.drop1=nn.Dropout2d(p=0.2)\n","        self.conv3=nn.Conv2d(32,64,(3,3))\n","        self.batch3=nn.BatchNorm2d(64)\n","        self.conv4=nn.Conv2d(64,64,(3,3))\n","        self.batch4=nn.BatchNorm2d(64)\n","        self.drop2=nn.Dropout2d(p=0.3)\n","        self.conv5=nn.Conv2d(64,128,(3,3))\n","        self.batch5=nn.BatchNorm2d(128)\n","        self.conv6=nn.Conv2d(128,128,(3,3))\n","        self.batch6=nn.BatchNorm2d(128)\n","        self.drop3=nn.Dropout2d(p=0.4)\n","        self.fc1=nn.Linear(128*(4*4), 10)\n","        self.pool=nn.MaxPool2d((2,2), 2)\n","        self.pad=nn.ZeroPad2d(1)\n","\n","    # def adjust_learning_rate(optimizer, epoch):\n","    #     if epoch==8:\n","    #         lr = args.lr/10\n","    #     lr = args.lr * (0.1 ** (epoch // 30))\n","    #     for param_group in optimizer.param_groups:\n","    #         param_group['lr'] = lr\n","\n","    def forward(self, x):\n","        x = self.batch1(F.elu(self.conv1(self.pad(x))))\n","        x = self.batch2(F.elu(self.conv2(self.pad(x))))\n","        x = self.drop1(self.pool(x))\n","        x = self.batch3(F.elu(self.conv3(self.pad(x))))\n","        x = self.batch4(F.elu(self.conv4(self.pad(x))))\n","        x = self.drop2(self.pool(x))\n","        x = self.batch5(F.elu(self.conv5(self.pad(x))))\n","        x = self.batch6(F.elu(self.conv6(self.pad(x))))\n","        x = self.drop3(self.pool(x))\n","        x = x.view(-1, 128*(4*4))\n","        x = self.fc1(x)\n","        return x\n","\n","net = Net()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"m5vcNj7BePcd","colab_type":"code","outputId":"750d9596-7435-403d-a42e-954ddbf247d1","executionInfo":{"status":"ok","timestamp":1585635503139,"user_tz":-330,"elapsed":30219,"user":{"displayName":"Som Tambe","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgGVRX7qRCkam3POBnbkOAI1GopZD8jC8b6UOSJbQ=s64","userId":"00624620835022174704"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n","print(device)\n","net.to(device)\n","criterion=nn.CrossEntropyLoss()\n","optimizer=optim.Adagrad(net.parameters())\n","scheduler=optim.lr_scheduler.MultiStepLR(optimizer, milestones=[8,30,50,70], gamma=0.3)"],"execution_count":4,"outputs":[{"output_type":"stream","text":["cuda:0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"g7balj5recg-","colab_type":"code","outputId":"3812a605-2c95-4729-8d2c-c267da57ebb2","executionInfo":{"status":"error","timestamp":1585580078177,"user_tz":-330,"elapsed":709249,"user":{"displayName":"Som Tambe","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgGVRX7qRCkam3POBnbkOAI1GopZD8jC8b6UOSJbQ=s64","userId":"00624620835022174704"}},"colab":{"base_uri":"https://localhost:8080/","height":215,"referenced_widgets":["d436e5c28e6549cfa446128fefabd29b","e1bffaf372ae42cab3bdb4d57a427eeb","2f328afd8938488b9771959940e64bdf","2be6ce0d9d88422caea71b8b0317de8d","de42e014a4ef4825a2c3af033543d540","1a46fde51bc84c768f3564e673397156","e72f58203cb34e96862b6544f5725168","fbc8912f9fa440ca9b9184050725497c","556e443ba28b40a885ab1d0709a7b707","486f1c72b25d4b609cb61c3afc5b08f9","22d78eedc0bb4b52967a1ebe79a37b94","fdbf557d5dae4cd4b807001b516f4952","98b8bd0bd3ac4682a1ac7cea7f148760","b6be141a0a22433db1a6dac8ed64f1f2","8da60adeaa614d19be2b63b23412b7d9","6d39f9f3afcf4448adbae9af911fcd72","a745b9123eef4e37ab1b81cc75a44c06","4513b3a338874812a437422cb9109b0b","3e3bf9df628746378a69736b1d3e62da","c3c2d2bdc0eb46419194033eb3175224","20a51e3bfccc42ef8c1e5e3c77af740c","9d538525e1854205b5a82fa5379ef73e","5a79337369eb4b53a815449ccba83cce","606df13d3dbd43559537ea7a450b42af","00a5b42da1b94c3f938583d0d7d242ef","9c889efe7b064e00980e647b6fbd08b6","86eb8129cac540a3b0c8889de7834e37","1d4843ebf7dd429fb23967a53e741ec3","67fcc272e4e7450fa252d33de1255962","8411ce4c8ca647c09193ac5145ab9b71","6f1e58d7814d4bf794511233d10c4f16","c2df9987d2ec4eaa88e940e96146d6fe","b2555667077646a983e11454aee74ccb","1d96b33865da43229c492098dc2aed28","bd6361a12b824a86abff9543428fe3f8","d0a9c4a317db4e7c8b9ea3ce077076dc","374e4b357eff4d02b711dcdb5d523326","4b153d8ff5c14f4cb5d6785bbf89cee2","b75db79a4b704210b7fa9b137a239371","ccb03b4381c24a2089409e63a29add84","aa6ab0c80ec64f90894f4190c7684b05","e08129a049b941b8a6acc2081c12dfbe","8d55fedf27b04be08057b1258e29b88a","dfa79532728446e1abde5d43512196ea","284a8be5d31c4c0d97cda15bfb5f624e","80b8c4fa1af34e409cd357ef40d779bd","7668b00e2b8b49cf8963cab3076dffee","3848760f5eee464c8eaaf47c30f71330","3b9ed2667fa745ef9b21df8bde539395","695f2c291dbc4062b29cdc6a23d00af0","1f02e5ad097e4648aa6f80853b59e425","a303d6edeac34d0cae2e54741a60b475","5e6620497e1f48859b8ff6d13b59b22e","d89a00b2c56b456a9c7c023cd8d48271","19c7bc4c38e8463cbc3ef5abd7aea939","e46044152e694421a9a56778d6b51f21","3e9626d2835f4059b177f8d2d7ca06ff","3d4cc2d285164ba09ad085dd66592c13","ea64db964c5b4b15b52c3a6a82569912","b9ebd4344c3043efb66276282d804dab","1ba7f3b6bca645089fb24f75eae30e65","6e42b5b50f964d12bfe5052ac318698b","9eea164982d147c899e6e9555ffec54c","eb25a58517cc4b20bb04049a70e96287","70912eecf14b43248311fd5610d9e95d","077dc9e87db14fb69cdb8e22566d178a","3d3d690ef1954257befd85cd4943ab16","576526e6c7b44cd79a39675e02da60f4","bf9d21bb5dcc497ba436399828723b1d","4f5bc6d6a5e944a88b6e6c9365d5114e","defd7989955f42bfbfef4c266b768515","382cad37c9ff4e728001c8ef8515fceb","13da691f5c804361a69fb71e871d6019","421f083d3d19456b8057d9a414721e8e","420cd3e8e86644249676da972fabb064","6034251ca2954d258157743d3b99f31f","cb0a06770d91479dbe4a230c6682ef0a","63698fb0091947df9ff4389d28a81658","73bcffca3e3a413abaf18948a4a9af6b","c6b537d34b864c7a96a8c0f54805077a","e6d73fb2553244c4beb0212d442a1423","c3e8b0ede676465bbc19e3ba29b644e3","e360abf952a74db99556916b8ee16a45","e02b130871af4ba2892cd98107297758","1a648899d3104838b208702d40268032","ec53fa598bb148afa9bd556fc55d0d8e","81ca37568e3d43ec8296aec104e9f3cb","4a0d8aa4de4247d1a9357489bd7283c4","0bbc6aeb8005416eba8882d0b5a5b8ef","9e0d4fa7df8840aa8ef0a7a940be63e7","f5c0dee8bed44641827bf1aede990fa7","676018501ead4c4a9c16c8f4e2b4308e","3001338f1c7144c1a75302c887ebd744","fdaa447058754dbca7b5de8c33d39472","5378dfcc1b3f42c18fbc75c3ff5318da","03dec781d0ea45be9d5347d4dc91f13c","408140c80d4541149be5f6f1d9b85cc9","2cb439804b9847f7a376af04625e28c6","cee4e819284a438fa4aaff744088f6a7","9d236ac1a7ba4745a880346841c4668f","44a8643725114cc2a9a4ff692decd964","68972de55c4a4b24a0872526bdf0c5bb","367c8025aa8d45ba889abf3bbfdf8270","ea0cfe0e8e8346a4affe736ae044aed0"]}},"source":["for epoch in range(80): # no of epochs\n","    \n","    running_loss=0.0\n","    \n","    net.train()\n","    \n","    for i,data in enumerate(tqdm.notebook.tqdm(trainloader)):\n","          inputs, labels = data[0].to(device), data[1].to(device)\n","          optimizer.zero_grad()\n","          outputs=net(inputs)\n","          loss=criterion(outputs,labels)\n","          loss.backward()\n","          optimizer.step()\n","          running_loss+=loss.item()\n","          # if i%2000==1999:\n","          #       if i%12000==11999: running_loss=0\n","          #       #   print('Epoch:',epoch+1,', loss:',running_loss/2000)\n","\n","    correct=0\n","    total=0\n","    net.eval()\n","    with torch.no_grad():\n","        for data in testloader:\n","            images, labels = data[0].to(device), data[1].to(device)\n","            outputs=net(images)\n","            _, predicted = torch.max(outputs.data, 1)\n","            total += labels.size(0)\n","            correct += (predicted == labels).sum().item()\n","    scheduler.step()\n","    print(\"Epoch=\",epoch+1,\", Accuracy=\",correct*100/total, \" Epoch loss=\",running_loss)\n","print('Model trained :)')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d436e5c28e6549cfa446128fefabd29b","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 1 , Accuracy= 60.92  Epoch loss= 16666.35076096654\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"556e443ba28b40a885ab1d0709a7b707","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 2 , Accuracy= 68.83  Epoch loss= 11552.000289730728\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a745b9123eef4e37ab1b81cc75a44c06","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 3 , Accuracy= 71.8  Epoch loss= 9996.421788860112\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"00a5b42da1b94c3f938583d0d7d242ef","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 4 , Accuracy= 74.3  Epoch loss= 9187.50147328712\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b2555667077646a983e11454aee74ccb","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 5 , Accuracy= 75.31  Epoch loss= 8571.79579312168\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"aa6ab0c80ec64f90894f4190c7684b05","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 6 , Accuracy= 76.54  Epoch loss= 8085.983506044373\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3b9ed2667fa745ef9b21df8bde539395","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 7 , Accuracy= 77.16  Epoch loss= 7688.410768898204\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3e9626d2835f4059b177f8d2d7ca06ff","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 8 , Accuracy= 78.23  Epoch loss= 7340.529846043326\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"70912eecf14b43248311fd5610d9e95d","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 9 , Accuracy= 78.73  Epoch loss= 6864.3191622449085\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"13da691f5c804361a69fb71e871d6019","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 10 , Accuracy= 78.83  Epoch loss= 6720.099424757063\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e6d73fb2553244c4beb0212d442a1423","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 11 , Accuracy= 78.96  Epoch loss= 6604.8285511163995\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0bbc6aeb8005416eba8882d0b5a5b8ef","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 12 , Accuracy= 79.35  Epoch loss= 6556.093177631497\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"408140c80d4541149be5f6f1d9b85cc9","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 13 , Accuracy= 79.47  Epoch loss= 6474.4131835363805\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cd1c81d3dbfe42e1a70d591aadaa12f7","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Epoch= 14 , Accuracy= 79.51  Epoch loss= 6422.808461518493\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ce18353f7e844ecba4d5bbfa5e7d2921","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"gdyl6Zpw65xr","colab_type":"code","colab":{}},"source":["# torch.save(net.state_dict(), './cifar2.pth')"],"execution_count":0,"outputs":[]}]}